WhatA consulting-as-a-service platform that evaluates enterprise workflows and tells companies exactly where AI adds value versus where deterministic systems should stay, saving them from wasting budget on AI that makes things worse.
SignalThere is widespread recognition that companies are shoehorning AI into products and workflows where it degrades performance, driven by hype rather than genuine need — and no one is providing rigorous, unbiased guidance on where AI actually helps.
Why NowCorporate AI spending has surged past rational allocation as 30% of the US working-age population now uses AI tools, creating enormous pressure on companies to integrate AI everywhere regardless of fit.
MarketEnterprise software teams and CTOs at mid-to-large companies; TAM in the billions across IT consulting; competes with McKinsey/Accenture AI practices but those firms are incentivized to sell more AI, not less.
MoatProprietary benchmarking data from audits creates a unique dataset of what works and what doesn't across industries, becoming more valuable with each engagement.
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Offline Documentation Bundles for Field WorkersC6/10A tool that packages company wikis, internal docs, and knowledge bases into portable offline-browsable archives for teams working in areas without connectivity.
Offline Reading Packs from News AggregatorsC5/10A consumer app that automatically downloads and packages the top articles from Hacker News, Reddit, or RSS feeds into an offline-readable bundle optimized for flights and train rides.
Realistic Physics Sandbox for Satisfying Manual TasksC5/10A platform of hyper-realistic physics simulations of satisfying manual labor activities (wood splitting, pottery, blacksmithing, etc.) designed as stress-relief and mindfulness tools.
Automated Open-Weight Model Merging and Optimization PlatformC6/10A platform that systematically explores merge strategies across compatible open-weight models, benchmarks the results, and surfaces the best-performing combinations for specific use cases.